{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import logomaker\n",
    "%matplotlib inline\n",
    "\n",
    "# import dataframe\n",
    "df = -logomaker.get_example_matrix('crp_energy_matrix', \n",
    "                                   print_description=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo at 0x10c20a160>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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m2D3MyBtmMuNThODOSbN5cNOKrrGWaJi/HdjFnZOPi7QV1YfZ2WyOoC0aVtpr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zB3mO3wdTYkfTHstGlpOauyOK9yOKuyOK9yrEVW/gywmZmZ2Qh5+DIzMzMbofUyfL2UugAbmrMq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\nD19mZmZmI+Thy8zMzGyEPHyZmZmZjdDfmLWYDkcXozkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the 'colorblind_safe' color scheme will be included \n",
    "# in next realease of Logomaker\n",
    "logomaker.Logo(df, color_scheme='colorblind_safe')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<logomaker.src.Logo.Logo at 0x11c86f128>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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m2D3MyBtmMuNThODOSbN5cNOKrrGWaJi/HdjFnZOPi7QV1YfZ2WyOoC0aVtpr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\nD19mZmZmI+Thy8zMzGyEPHyZmZmZjdDfmLWYDkcXozkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for now, do this:\n",
    "\n",
    "# define color scheme\n",
    "colorblind_safe = {\n",
    "    'A': '#009980',\n",
    "    'C': '#59B3E6',\n",
    "    'G': '#E69B04',\n",
    "    'TU': '#1A1A1A'\n",
    "}\n",
    "\n",
    "# make logo with specified color scheme\n",
    "logomaker.Logo(df, color_scheme=colorblind_safe)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "anaconda_kernel",
   "language": "python",
   "name": "anaconda_kernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
